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OECD data shows 60–80% usage of generative AI among ages 16–24,while overall adoption sits closer to 30–40% and declines in higher-risk environments.
Adoption accelerates where AI use is informal
and slows when decisions need to be justified.
OpenLedger exists to make intelligence auditable
so AI can be used inside real systems, not just experiments.

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